{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Imports"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "tags": []
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "import gymnasium as gym\n",
        "import gym_anytrading\n",
        "from gym_anytrading.envs import Actions\n",
        "\n",
        "from stable_baselines3 import A2C\n",
        "\n",
        "import quantstats as qs"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Create Env"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "observation_space: Box(-10000000000.0, 10000000000.0, (10, 2), float32)\n"
          ]
        }
      ],
      "source": [
        "df = gym_anytrading.datasets.STOCKS_GOOGL.copy()\n",
        "\n",
        "window_size = 10\n",
        "start_index = window_size\n",
        "end_index = len(df)\n",
        "\n",
        "env = gym.make(\n",
        "    'stocks-v0',\n",
        "    df=df,\n",
        "    window_size=window_size,\n",
        "    frame_bound=(start_index, end_index)\n",
        ")\n",
        "\n",
        "print(\"observation_space:\", env.observation_space)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Train Env"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "tags": []
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<stable_baselines3.a2c.a2c.A2C at 0x1405aa09fa0>"
            ]
          },
          "execution_count": 3,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "env.reset(seed=2023)\n",
        "model = A2C('MlpPolicy', env, verbose=0)\n",
        "model.learn(total_timesteps=1_000)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Test Env"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "tags": []
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "action_stats: {<Actions.Sell: 0>: 1351, <Actions.Buy: 1>: 973}\n",
            "info: {'total_reward': 625.4919891357422, 'total_profit': 0.00048684219339681156, 'position': <Positions.Short: 0>}\n"
          ]
        }
      ],
      "source": [
        "action_stats = {Actions.Sell: 0, Actions.Buy: 0}\n",
        "\n",
        "observation, info = env.reset(seed=2023)\n",
        "\n",
        "while True:\n",
        "    # action = env.action_space.sample()\n",
        "    action, _states = model.predict(observation)\n",
        "\n",
        "    action_stats[Actions(action)] += 1\n",
        "    observation, reward, terminated, truncated, info = env.step(action)\n",
        "    done = terminated or truncated\n",
        "\n",
        "    # env.render()\n",
        "    if done:\n",
        "        break\n",
        "\n",
        "env.close()\n",
        "\n",
        "print(\"action_stats:\", action_stats)\n",
        "print(\"info:\", info)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Plot Results"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1600x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.figure(figsize=(16, 6))\n",
        "env.unwrapped.render_all()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Analysis Using `quantstats`"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/html": [
              "<h4>Performance Metrics</h4>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "                           Strategy\n",
            "-------------------------  ----------\n",
            "Start Period               2009-06-10\n",
            "End Period                 2018-08-29\n",
            "Risk-Free Rate             0.0%\n",
            "Time in Market             26.0%\n",
            "\n",
            "Cumulative Return          -99.95%\n",
            "CAGR﹪                     -43.5%\n",
            "\n",
            "Sharpe                     -4.77\n",
            "Prob. Sharpe Ratio         0.0%\n",
            "Smart Sharpe               -4.36\n",
            "Sortino                    -4.91\n",
            "Smart Sortino              -4.49\n",
            "Sortino/√2                 -3.47\n",
            "Smart Sortino/√2           -3.17\n",
            "Omega                      0.16\n",
            "\n",
            "Max Drawdown               -99.95%\n",
            "Longest DD Days            3362\n",
            "Volatility (ann.)          16.99%\n",
            "Calmar                     -0.44\n",
            "Skew                       -1.94\n",
            "Kurtosis                   14.57\n",
            "\n",
            "Expected Daily %           -0.33%\n",
            "Expected Monthly %         -6.64%\n",
            "Expected Yearly %          -53.36%\n",
            "Kelly Criterion            -102.2%\n",
            "Risk of Ruin               0.0%\n",
            "Daily Value-at-Risk        -2.08%\n",
            "Expected Shortfall (cVaR)  -2.08%\n",
            "\n",
            "Max Consecutive Wins       1\n",
            "Max Consecutive Losses     1\n",
            "Gain/Pain Ratio            -0.84\n",
            "Gain/Pain (1M)             -0.99\n",
            "\n",
            "Payoff Ratio               0.67\n",
            "Profit Factor              0.16\n",
            "Common Sense Ratio         0.0\n",
            "CPC Index                  0.02\n",
            "Tail Ratio                 0.0\n",
            "Outlier Win Ratio          29.12\n",
            "Outlier Loss Ratio         2.37\n",
            "\n",
            "MTD                        -6.99%\n",
            "3M                         -18.28%\n",
            "6M                         -41.07%\n",
            "YTD                        -48.55%\n",
            "1Y                         -55.88%\n",
            "3Y (ann.)                  -45.82%\n",
            "5Y (ann.)                  -45.19%\n",
            "10Y (ann.)                 -43.5%\n",
            "All-time (ann.)            -43.5%\n",
            "\n",
            "Best Day                   9.05%\n",
            "Worst Day                  -11.43%\n",
            "Best Month                 5.22%\n",
            "Worst Month                -16.7%\n",
            "Best Year                  -38.39%\n",
            "Worst Year                 -65.26%\n",
            "\n",
            "Avg. Drawdown              -99.95%\n",
            "Avg. Drawdown Days         3362\n",
            "Recovery Factor            7.48\n",
            "Ulcer Index                0.89\n",
            "Serenity Index             -0.07\n",
            "\n",
            "Avg. Up Month              2.51%\n",
            "Avg. Down Month            -6.83%\n",
            "Win Days %                 19.15%\n",
            "Win Month %                2.7%\n",
            "Win Quarter %              0.0%\n",
            "Win Year %                 0.0%\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "None"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "<h4 style=\"margin-bottom:20px\">Worst 5 Drawdowns</h4>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Start</th>\n",
              "      <th>Valley</th>\n",
              "      <th>End</th>\n",
              "      <th>Days</th>\n",
              "      <th>Max Drawdown</th>\n",
              "      <th>99% Max Drawdown</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2009-06-16</td>\n",
              "      <td>2018-08-22</td>\n",
              "      <td>2018-08-29</td>\n",
              "      <td>3362</td>\n",
              "      <td>-99.950257</td>\n",
              "      <td>-99.945944</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "        Start      Valley         End  Days  Max Drawdown  99% Max Drawdown\n",
              "1  2009-06-16  2018-08-22  2018-08-29  3362    -99.950257        -99.945944"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "text/html": [
              "<h4>Strategy Visualization</h4>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
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",
            "text/plain": [
              "<Figure size 800x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 796x400 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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BokWLnJsgQggh5DqhgIEQQhxUV1eHhoYGFBQUYO7cuSgoKIBIJMK5c+cQFhbm7OQRQggh14Vj8+QRQgjBgQMHMGnSJIvPHn74YQoWCCGE9GsUMBBCiIMiIiLg6+uLmpoaBAYGYu7cuXjllVecnSxCCCHkuqIuSYQQQgghhBBeNEsSIYQQQgghhBcFDIQQQgghhBBeFDAQQgghhBBCeFHAQAghhBBCCOFFAQMhhBBCCCGEFwUMhBBCCCGEEF4UMBBCCCGEEEJ4UcBACCGEEEII4UUBAyGEEEIIIYQXBQyEEEIIIYQQXhQwEEIIIYQQQnhRwEAIIYQQQgjhRQEDIYQQQgghhBcFDIQQQgghhBBeFDAQQgghhBBCeFHAQAghhBBCCOFFAQMhhBBCCCGEFwUMhBBCCCGEEF4UMBBCCCGEEEJ4UcBACCGEEEII4UUBAyGEEEIIIYQXBQyEEEIIIYQQXmJnJ4AQQrpLXV0dPvzwQ8yZMwdhYWEWy6qrq7FhwwZcvHgRQqEQ8fHxmDRpEmQymcPbP3r0KH777Tc89dRTcHd3797EW/nqq69QU1ODp59+GgBgMBiwfft2HDt2DI2NjQgICMCkSZMQFBTEfken02H79u3IyclBY2MjvLy8kJGRgcTExG5JE8MwyM7OxsGDB3HlyhWoVCoMGDAA48aNs8jHvLw8ZGVloby8HEqlEvHx8Rg/fjykUmm7+8jPz8e3334LHx8fLFiwoFvS7ahff/0Vx44dwyuvvGKz7MyZM/jhhx84l2VnZ2P//v2oqamBm5sbhgwZgiFDhkAgEPREsgkh5LqjFgZCSL9QW1uLZcuWoaWlxWZZc3Mzvv76a9TX1+O2227DhAkTcPLkSaxYscIJKXWMQCCwqHBu2LAB+/btw4gRI3DnnXdCKBRi2bJlqK6uZtdZtWoV9u7di6SkJNx1111ISEjA6tWrsX///m5J0+7du7Fu3TpER0djzpw5GDFiBI4fP46ffvoJDMMAAE6fPo3ly5dDKpVi5syZmDJlCgoKCvDNN9/AYDC0u4+jR4/Cx8cHFRUVKCws7JZ0O4qvgl9QUICff/6Zc9nhw4exZs0ahIeHY86cOUhISMAff/yBvXv3Xs+kEkJIj6IWBkJIn8YwDI4dO4aNGzfyrnPw4EE0NTXh4YcfhlKpBACo1Wp8//33KCwsREhISE8l12EuLi7Q6/UAjMHQoUOHMGXKFAwZMgQAEBkZiQ8++AC7du3C9OnTUVpaitzcXIwbNw6jR48GAEREREAqlWLz5s1ISUmBXC7vdHoYhsHu3bsxePBgTJw4kd2+QqHAqlWrUFpaioCAAGRlZcHb2xvz5s2DSCQCAISEhOD999/HkSNHMHjwYN59NDc3Izc3F1OnTsWuXbuQnZ3do7+Ni4sLXF1d2X+3tLRg165d2L17N2/eHTlyBCEhIbjpppsAGPPk8uXLOHjwIEaMGNEj6SaEkOuNWhgIIX1aeXk51qxZg5SUFMyYMYNznfz8fISEhLDBAmCscEulUpw9e7bT+/7111/x7rvvWnxWU1ODxYsX4+jRowCMT6cXL16M8+fPY9myZXj99dfx9ttvY9OmTXafuPv4+MDX1xcAcOHCBRgMBsTFxbHLxWIxoqOjce7cOQBAVVUVAGDAgAEW2wkLC4NWq0VBQUGnjxMwVp6Tk5ORlJRk8bmXlxcAsC0dlZWViIyMZIMFwFgR9/b2bjevc3JyoNfrERUVheTkZJw6dQpNTU0W62zfvh2LFy+2+e7ixYuxfft29t9Xr17FypUr8dZbb+Gtt97CmjVrsGXLFpvfy5x5ngPGYODw4cO4+eabMXToUM7v6HQ6m25tCoUCjY2Ndo+VEEL6EmphIIT0aW5ubnjyySehVqt5K8VVVVVISEiw+EwoFEKj0eDy5cs9kErg559/xpAhQzBy5Ejk5eVhz5490Gg0SEtL41x/1KhR7N+VlZWQSqVwcXGxWMfDwwNXr15Fa2srGwzV1NRYVHqvXLli8f/Oksvl7FN0c7m5uQCMlW0AUCqVqK2ttVhHr9ejtrYWOp3O7j6OHDmCqKgouLi4ICUlBdu3b8fRo0cxfPjwDqVVp9Phm2++QWtrK6ZMmQKZTIZdu3ahrKzMJg/NJSUlWQREMTExGDx4MCQSiUUwYi49PR2rV6/G8ePHERMTg+LiYhw7dgzJyckdSjMhhPRmFDAQQvo0hUIBhUJhd53m5mbOwc1SqZRzzMP1kJqaijFjxgAAwsPDkZubi7Nnz/IGDOZaWlo402/6rKWlBWFhYdBoNPjjjz8gkUgQGBiIsrIybN68GQDQ2trajUdjVFxcjN27dyMmJoYNGAYNGoSdO3di165dGDRoEHQ6HbZu3Yrm5ma7g57Ly8tRWlqKmTNnAjAGguHh4cjOzu5wwJCTk4Oqqio89NBDCAgIAGDM8/fff79D2/Hw8Gh3naSkJFy8eBG//PIL+1lkZCSmTJnSoX0RQkhvRgEDIaTfMw3I5dJTM9kEBwdb/FutVjtcibeXfsB4DCKRCPPmzcNvv/2GZcuWATB2BbrpppuwYsUKSCQS3m1bb18obL+3amFhIZYvXw53d3fceuut7Odjx46FwWDAtm3bsGXLFgiFQqSmpiI2NhaVlZW82zty5AjkcjlCQ0PR3NwMAIiLi8PatWtx4cIFhIeHt5smkwsXLkCj0bDBAmAMrmJiYnDhwgWHt+OIH374AYWFhZg4cSICAwNRUVGB7du3Y8WKFZg9ezbNlEQI6RcoYCCE9HtyuZyzJaGlpQVqtbpH0mBdYRcIBO0GAiYymYwzuDAdk6mlwcPDA/fffz8aGhrQ2NgIT09PtnsQXyvMb7/9hmPHjrH/dnNzY6dy5XPixAn89ttv8PT0xN13320xNkQoFGLixIkYO3Ysrly5AldXV8jlcnz55Ze8adDr9cjJyUFzczPefvttm+XZ2dkdChgaGxuhUqlsPuf6rCuKiopw7tw5TJs2DampqQDAtvR8//33OHv2LGJiYrp1n4QQ4gwUMBBC+j1PT0+bPvwGgwE1NTUWA4nNXb58GUePHkV6ejrb7900SFksNhadXJX+69H1x8vLCy0tLWhoaLCo9FZXV8PNzQ0SiQRarRanT59GcHAwNBoNu15paSkAwN/fn3PbY8eOtRjQaz5YmcuePXuwadMmhIWFYfbs2TazBxUUFECn0yEqKgre3t4AjPlWUVGBlJQUzm3m5eWhsbERt9xyCzw9PS2WHTp0CKdPn7Y5doPBwLaEWOe5q6sr59iUhoYGu8fWUTU1NQBsW49CQ0MBABUVFRQwEEL6BZoliRDS70VGRqKgoMCiwpifn4/W1lZERkZyfufq1avYtWsXysvL2c9qa2shFovZJ+pSqRSNjY0Wg3mvx7sDIiIiAACnTp1iP9PpdMjLy2PTLxKJsG7dOmRnZ7PrGAwGHDhwABqNxmIgtDl3d3cEBASw//GtBxgr75s2bUJCQgLmzZvHOdXoqVOn8Pvvv7NTwgLG7kbNzc2IjY3l3O6RI0egVquRmpqKsLAwi/+GDh0Kg8GAI0eOAGhrTamrq2O/b53nYWFhqKmpQVlZGfuZVqtlZ5TqLqYZoqz3b/q3RqPp1v0RQoizUAsDIaTfS0tLw4EDB7Bs2TKMGTMGTU1N2LRpE6KiomyeDpsEBgbC1dUVW7ZsgcFgQGNjIw4cOIC4uDj2yXZMTAwOHDiA1atXY9CgQaioqMDevXu7vd+6u7s7UlJSsGHDBuh0Onh6emLv3r1obm5GRkYGAGNXoCFDhmDfvn1Qq9Xw8vLCwYMHUVhYiDlz5nQ5TfX19diwYQPc3d0xdOhQtuXCxNSqkZaWhsOHD+O3337DwIEDUV5ejs2bNyMhIcHm7duAMTA7d+4chg0bxpnGkJAQaDQaZGdnIyMjAzExMdi4cSPWrFmDESNGoLa2FllZWRYDqpOSkrBr1y788MMPGD9+PORyOfbu3YuGhga4ubl1KR/M+fv7Iy4uDhs2bEBTUxOCgoJQUVGBrKwsdhkhhPQHFDAQQvo9lUqFe++9F+vXr8fPP/8MmUyG+Ph4TJ48mfc7EokEd911FzZs2ICVK1dCJBLZfCcyMhKTJk3CgQMHcOrUKQQEBGD27Nn4/PPPu/0YbrnlFsjlcuzevRutra3w9/fHn/70J4uZfMaOHQuBQIDdu3ejqakJfn5+uPvuu3lbUTri7Nmz0Ol0qKmpwZdffmmz/NZbb8XAgQPh4+ODu+66C1u2bMHy5cvh4uKCUaNGWUwTa+7YsWNgGAaJiYm8+05OTkZWVhby8/MRFRWF2267DTt37sT3338PLy8vTJs2DX/88Qe7vlAoxLx587B+/XqsXbsWQqEQSUlJUCqV7Psqussdd9yBHTt2IDs7G9u3b4ebmxsGDhyIMWPGODR4nBBC+gIB4+ioO0IIIaQPqKioQFVVFeLi4ixaLT799FOo1WrMnj3biakjhJC+h1oYCCGE9Cutra1YsWIFhgwZgri4OBgMBpw4cQKXLl3CxIkTnZ08Qgjpc6iFgRBCSL9z6tQp7Nmzh333g5+fH0aPHt0t3bMIIeRGQwEDIYQQQgghhBeNyCKEEEIIIYTwooCBEEIIIYQQwosCBkIIIYQQQggvChgIIYQQQgghvChgIIQQQgghhPCigIEQQgghhBDCiwIGQgghhBBCCC8KGAghhBBCCCG8KGAghBBCCCGE8KKAgRBCCCGEEMKLAgZCCCGEEEIILwoYCCGEEEIIIbwoYCCEEEIIIYTwooCBEEIIIYQQwosCBkIIIYQQQggvChgIIYQQQgghvMTdvcErV67g//7v/zB//nzExcWxn9fX12PlypU4ceIEWltbMWDAAMyaNQve3t7sOufOncO3336LmpoapKSkYO7cuZDJZOzyrVu3Yv/+/XjxxRe7O9mEEEIIIYQQDt3awlBdXY333nsPjY2NFp8bDAa89957OHPmDGbNmoV7770XlZWVWLp0KZqamgAAOp0On376KSIjI/Hggw/i/PnzWLduHbuNpqYmrF27FnfccUd3JpkQQgghhBBiR7cEDAaDAXv27MFrr72Guro6m+XZ2dkoLCzEo48+iqFDh2Lw4MFYuHAh6uvrsWPHDgBAaWkpampqMGPGDCQmJmLMmDE4ffo0u40NGzYgLCwMMTEx3ZFkQgghhBBCiAO6JWAoKSnBd999h2HDhuH++++3WX7y5El4eXkhODiY/czNzQ1RUVE4fvw4AEAgEAAApFIpAEAkEsFgMAAAampqsG3bNtx+++3dkVxCCCGEEEKIg7olYPDw8MBrr72GWbNmsRV+c6WlpfDz87P53MfHB2VlZezfLi4u2L17N+rr63H48GFERUUBAH7//XcMGjQIgYGB3ZFcQgghhBBCiIO6JWBQqVTQaDS8y5uamiCXy20+l8lkaG5uBmBsWbjvvvuwdu1aPPfccxCJRJg2bRpKS0tx8OBBTJ8+HSdPnsSSJUvw+uuv49ChQ92RdFRXV3fLdvobyhdblCfcKF+4Ub5wo3zhRvnCjfKFG+WLLcoTbt2VL90+SxIXhmEcWi8pKQlvv/02Wltb2ZaKr776CmPGjIFEIsH//vc/3HvvvXBxccGHH36IgIAABAQEdCpN1dXVaG1tRUtLC1pbWzu1jf6M8sUW5Qk3yhdulC/cKF+4Ub5wo3zhRvlii/KEW3v5wtUDiEuPBAxKpZJtSTDX3NwMhUJh87kpWDh79izOnTuH++67D0ePHoWHhweGDBkCAIiOjkZ2dnanAwYPDw8AQFlZmcOZdSOhfLFFecKN8oUb5Qs3yhdulC/cKF+4Ub7Yojzh1l350iMvbvP19UVlZaXN55WVlfD39+f93qpVqzBlyhSoVCpcvXoVLi4u7DKVSsU5IxMhhBBCCCGk+/RIwBAfH4/y8nKUlJSwn9XW1uLcuXOIj4/n/E52djZqamowfvx4AICrqytqa2vZ5TU1NVCr1dc34YQQQgghhNzgeiRgSEtLg7+/P95//33s27cP2dnZeOedd+Di4oIxY8bYrK/X6/Hrr7/i1ltvhUQiAWAMOmpqarB+/Xrs3r0b586dQ0pKSk8kn/Qjj6087uwkEEIIIYT0KT0yhkEsFuOpp57CihUrsHz5cggEAsTExGDmzJlQKpU26+/cuRMSiQTp6ensZxqNBvfddx9WrVoFhmEwZ84chISE9ETyST9yoLDG2UkghBBCCOlTuj1gGDBgAD7++GObzzUaDebPn+/QNsaOHYuxY8fafD5kyBB20DMhhBBCCCHk+uuRLkmEEEIIIYSQvokCBkIIIYQQQggvChgIIYQQQgghvChgIIQQQgghhPCigIEQQgghhBDCiwIGQgghhBBCCC8KGAghhBBCCCG8KGAghBBCCCGE8KKAgRBCCCGEEMKLAgZCCCGEEEIILwoYCCGEEEIIIbwoYCCEEEIIIYTwooCBEEIIIYQQwosCBkIIIYQQQggvChgIIYQQQgghvChgIIQQQgghhPCigIEQQgghhBDCiwIGQgghhBBCCC8KGAghhBBCCCG8KGAghLSr4moLdl+odnYyCCGEEOIEFDCQGw7DMM5OQp+z4/xl/GX1SWcngxBCCOk1bv1sP/KrGpydjB5BAQO54VC4QAghhJCuulTXgrpmnbOT0SMoYCA3HGpg6DiGoXwjhBBCblQUMBCnGP7uTqftm+q9hBBCCOkOzA1Sq6CAgfQ4hmGgMzjxAqNH5R0mEBj/I4QQQsiNhwIG0uOcXV139v4JIcSet7eew8Urjc5ORpcdLLyCbw8VOzsZhFxXAtwYT9MoYCA9zpmNCwA1MBBCercfj15CwWXnBgw6A9PlGeUOFtZgxdGSbkoRIcSZKGAg111xTZPFvw1Ojhj6Q7ygMzC8TyBH/2dXD6eG9LTdF6rxj3WnnZ0M0o89+MNR/H6y3NnJIIT0EhQwkOtuxhcHLf5tcPIj/v7wHoacS3W488tDnMuatIZu318/yLJ+5WJ1I3bm04v0yPVTXNOE2iats5NBCOklKGAgPY7qnoQQQgghfQcFDKTHOb2Fwal7J6Tzhvx7h7OTQIhTOfv+QciNigIG0uOcXd47e/89Rac3oPBKU/srOuhGyTdn+s+O885OAiF26fTd1+XxYOGVDn8n/Z2dKKntvnKN9E7j/7sHNdQlrlehgIH0OGc/IbpRXrKSXVyLO7482P6K/dwX+wudnQSHfUNTUJJe7FxlA4a/132TKjy6MqdT32u+DuO0SO9ytUWHZp3e2ckgZihg6KeqG1t7bXTe0UmS3s06j3OVDd22f2fEK9WNrahr7p2/R3/3v90Fzk4CuUG06gw4U1Hv7GRcN41a51bgqhpanbp/QjpDqzf0i+6kFDD0U39bcxpvbzvn7GRw6mgLw3fZxThb1bdvws+vPoV3s5zT3WTet4ev6/ZzK6l7ACEAcPxS3XW/3m5kN328z9lJ6JV0egM9kOrF9M5++VQ3oYChH8h4b6ezk4CDhVfw0xH+F/SYT2Xq7GvHGS0Mzjzm6/3E8y+bivrFVLXdrbiOnoYSQq6/30+WY+ZX3NNs92n95Lai7yf3RwoY+oFWvfNPxn0FV/Dj0Uu8y82T2NnK5Rub8vDL8dJOfdfcjTKGobsJBPzLesEpaJcznvAsWFPQ4/skhNx4WvUGNLT0v/7+zn64WFbX7NB67dUpqIWBkA4wf7uzvWvnSmMr/rPzAueyo5fqcKGa++3GHeGcYL9/FBh8enuBqOvl6QP6xwsFHVFU24qvDxQ5OxmkHQ2tenzZS3+nG+NKIdfrvnKytA77L7Y/Q9e0zw44tL32iu7efn90FAUM/cyvOaX455beN3bBfNyCvYpRcU0zvjnYfTepVp3BZvC3sy5dOw/oux3DMD1aAdUZevesJc4qsDuy3/ZaafpLQJFb1YQPdnE/FOgovYFBq673nHs90XqpNzA4f7n7JoHgozMwuNqiu+776Yz+ci1057nbV1vOjxTX4olV3LNlXa+uPCuPl+KzfRe7bXvtjcukgIH0SueqGnC0pNbZybBhfuH3ZH++X3JKMfeb7B7bH5/uPuT2CqieLp90vbxPkrMCGuuWjavNOpwqu8q5bns3lX5yz+lWyw+X4NGVx52djB5VUN2I2V87v0zrLp2p/PeXCljG+903Ra2zTf7f3k59r7SuGft4nvZf7ynYHZm5yJHzs701dP0kwO3xgOHMmTN488038cQTT+CFF17A6tWrode39b377bff8Nxzz+HFF1/Enj17LL7LMAxef/11bN++vYdT3Xv1loKzvVSYXy/2rh17/eTb+y4XrZ6xmQqwPzydau8QrkdBa2+TvX1Ql7O6JFkHKtvOVeHe749wrtt+ENg78rixVY+X1uV2+vt8l3h9J55mX23RoqK+pdNp6W6CHm1H7HnmZWdtkxYFPF1EH1t53OGpsDtzafby5xM3pCtN2m4vZ7tSv2EYhrd7c4fScC0JNXaOr937ce9pBO2SHg0YLly4gPfffx8eHh54+OGHMXbsWKxfvx4rV64EAOTk5GDTpk2YOXMmJk2ahGXLluHSpbaBtAcPHkRzczNGjRrVk8nu1WxOYLN/2rt5LVp/5jqliJvewTEMPcEZu2cACNqLhjqgvQp6d+dxu09Qevkd3FmBdUfypb009paHA3UtWqzPrXB4fYZhsPP8ZbvrNLbqMe6/e+yuw01gc7OubdKi/GqLU96/0Zu6hVyP9/CYlzsrjl3CIyu4W3cOFNag/KpjgVxnzmtDL7kW7CmuacKXB/hfGtkXxlUBxt9H6+Dbvbu7e2BXsqhVz3RL92bTm81nfHEAm85wl3tcD3PyqxrYALu3lN1d1aMBw+rVq+Hv74+HHnoIiYmJmDJlCm6//XZs374dNTU1OH36NGJjY5Geno7x48cjICAAZ84YK7Y6nQ6//fYbbrvtNohEop5MtlMdK6nF1Wb+J298XS2yi227JW0/V8X+vfZUedcT1wHmF5S9J6XtVYRNde6C6kb8Z0fn3mvQSx7UdokjT6M7U0a9ueVs57oImH2nrlmLn4/zz5jlDE123gzLMI7fEDuqI5WCdgOGLpy4JbVN+P5w97xFuqM3v2adAc/8etLuOi2dfKOrUGB7LfxvTwEW/noCX+wvZM9le2UoH4ZhUN3IPTVuVUMrGltt09yd9QK+bTl6Hkz6395ub5Xq0G/v4PORzqTRmS2aZysdm6b6dHk9PtxVwLv8epU53e277GI8+fMJh9Zt7eZj6kpQ1WznJYMM01YPaO/80xkYlF9tQX2LHlqeB0BcyZzzTTYuNxqD9t7eAu+oHgsYtFot8vLyMGjQIIsnrYMHD4bBYMDJk8YbilQqZZeJRCK2wN++fTtcXFwwePDgnkpyr/Dgj8ew+0I173KbJ5hmhbT1hfCX1ac4P+8JltOq8q/n6BPZs5UN+OZQ5ypAzrx0u+ttj+01ceoNTKcKqVXHStFi5ykRX7Os+e92rqoBSzb3roH3d3x5kHfZkZJaTP6oc/1v29OhgIHn99pXUI2HfjzapWbtnEtX8c72jgfY32cX27QO2Ds/uHBVrK3ZC+jsaa9Oakrr+A/3dLiCdrSkDpkfcb8o7OGfjmHZIdunl9351JgvcNd2IP+t876r3TFtGrS74V7SmTxz5hPbucu658V8vWmwvj01TVpUONha1O0tDHZ+5++zi7E1rxLv8bwQtdnBtLSXZq3egKZ23nDOdx2Ytt1XWpPa02MBQ1VVFXQ6HXx9fS0+12g0kEgkKC0tRWRkJPLy8lBeXo4LFy6gpKQEkZGRaGpqwrp163DHHXf0VHL7DJtKhtk/uW7UOr0BzZ28OfP5z47zqGvnCZ75BWWvItsjF1Y3BkwMw2CCA10pun3QczthD8N0vtne3swod355EKtP2L4Lw/x3Mx1rq86AZ37lfjJ1pqIes3rJi4YaWvWod3AOc53e0KGn1R0ZbM33e1XUt+JoSZ1DAWBVQyuWbD7Lv48Onoi/nyzH/gLLAYkdLT8cCxjaX8e6i83aU+Vo0hpsri3zIMJ8XER7ZZQ1rZ3fTqs3cOalqSJ7rKQWVe2MrahqaEVDK3+azJ+dXDFr6WjpQOBjnvdnKuox9ZP9Dn+XS0fKZ75KlHVlvzMPsKy/06pz7E3Hjo6T0RsYznR15/i37n4a3xt09zHZOzfeyTqPnNKr2JHP3d2xmaPVcuEvJ1BV3wKBoK23Al+aTb+1Vs/Yba0wppP7c9P111+6JAmYHhoBev78ebz11lt44oknkJiYaLHsueeew8CBA3H33Xfj+++/x65duyASiTBt2jRkZmbil19+QXFxMR577DH88ssvOHbsGPz8/DBnzhx4eHh0Kj2nT59GYWEhampq4O7uDgBwd3dHSEgImpubkZeXZ/Od5ORkAMC5c+fQ2Gg52Cs4OBgajQaXL19GSYnlG49dXFwQEREBvV7PtqQcLWvE5vN18FKKETMgFiKxBPnnL0DQ2oCKBh1C3GSobdHhdLMKwf6+8Bc3o67iEtzlYtQ06yAQACKJDCERUdh0vg5xhhIIARwrb4Cp7qPwDcWwMA+I6ytwobQK56pbMDxIhZpmPc61KDA2MRyXa+pQVnwRQa5SFNS0wEMhhlwmgcgzGIHuChTm58Gg0+F8TQsCXaVwkwmhdwuAh7sawoYq5BeX41x1C1QSARq0DBJCfJAUFYZjxdUQ15TAXS7CzsJ6xHrKIZMIMSAuARdrW3Ew5zTiNSIYGAZeCgkatHrIPf1xoUmKqqpKRIjrIRUZr+jjFU1IDvZCPuMBCfTQVVxAsFqK01XNGB3iCgDQeYVBIRVDWHMJRwovI9ZLjhadAcV1WlwWa5AeHQBxSz22HT+HeG85NHIxRAIB6iGGR0AYBAIByvJPQ3Mtf11kIhTWtmBochzqdCKI6spRWFYBbxcFapp1cJeLoVO6o0mmwemSy0iR1UAmEqKmWQeZWACxRIrQyBhkXbwKn8YiHCtta8ZO8lEgMjICcoUKtVXlKCmrgJtchAatHpcbdfD19oLayw9ytGLf8TPwc5HAw/S7CwXwDhsAnQHYcfgk1CI9kn2V0BoMuNpqANR+uNAsQaS0AbWXK3Cx1ngTHR6kgqvaDQa1L8rqmiCougipSIAL135XjVwMVWAUdhQ1QNNUBo1IC6HALNBR+yC/WQZtfQ0CUQNPpRhigQBSkRC7y3XITItHi1aHyoI8HK9oAgDEeMiQV92CUamJEIklaKgsRktDPVr1DMobtLjSrEdEkD8SwwNRV1eL6lJji5FAACglQhiEUrgGhEFrYFB9MQ8amQg11yp9KqkQRWJfjIzwwpWKSyirvAyGMXZREQkFcNN4QqD2glqgxS97jUHL6BBXVDRoUd3KwCUgEl5KCcovnoNW24pLV7XwUoqhEAsQHBIGF1dXXK2uRHNtFUx1LpEAyG8SA27+GOIjhqGqCJWNWoiFAsjFAhy81Ig544cCAM6eO4vswiuI9pBBa2CgEAvRqvKGXuaKSxVVSJBfhUQoQJOOgQCAr4caSp9gbDp3BVE6Y3cud7kYhXUt0BsYVKmCMSXGA6v3n0aqB4PKRh0KaloxJECJVoUHlO6eELXUo6HqEo6UNSHWUw6lVAChWI6AsAgU1bXi6LEchGuk0OkZ+LpI0KpnIPcNhVqlRGVpCaqrq+HnIkFpvRYGBgjy98GJRhVE2iYky66grtmYEQU1LbiqF8AvLAYiARDYUoKmFi0UEiEMDIOSq1r4BIbAy12NsxdLoGitQ+7lZqT4KqCWiZDfKEat3AdDfcXQVhaitlmPBq0e56+0IslHAe/wWPioJPhp51G4i/XwVUngoRBjd1E9bh0aC4WLGiVl5dh5qm1aRD8XCZKCPVEq8kZtUwuK8o3ld6ynHD4qCXYUXkVKUjwC1HIUXLgAia4ZEpEASokQOeVNSIgMhpvGE+LWehRcLIS7XIwTlY2obtJjcIgGXkHhkImEyD56DO5yMU5WNsFLKUaomxSu/mEQS2W4cLEQDVfrUFavvfb7iRAXGoCLOhdEqnSoKSuGi1SIorpWeMjFOFGtg8o/HFOj3ZF7+hSkhhaUNAJuchFOVTbDNygUg0I8cenSJRwvKEOSjzH/dhfVQ6xyw5RBUdC3NqOk4DxUUiFa9Qy0egYCoQA+4bHYU1SPJFElGpqaIQBQ1aTDpatajB8YA6nSBaKmGly9XInaFh1qW/QQCoAGgQLjBg6ATqvFyp3GwfnJPgrj+S8EyhQhqNMyiBVWoezKVZRc1SLZRwF3uRh1Mg+4umtQXnkZeQVFiPeW40qTHqX1WgwO8UB0VBRadTr8vOMwPBQihLpJcaSsCfHeckRGDYBBJIa2uhSV1VdQVKeFv4sEGrkYLRIVVF7+cDE0YvXBtrF3I0NcIJXK4BMSid/zatBYchYR7lKoJEK4y8XGssQzCC4qJcpLL8HQWIPDpU3G30wmgkKtgYunL/QtjbhUWICyei08FSKEuslx8nILfMJiEKSWouBcHmQCPRRiAZp1DHIqmhAfHYEATzdcKC6FqrWWvS8DgL+XBnq1LxqamrH32GmEuUtR32qAv4sEAFDnHg5/FwlKCy/gYlUdUv0VkIuFqG8x4JLQAxPjA9FQW43aynIcLmtAqp8KOoZBbh0g8wpGsKsI1YVnITDooZAat1mv1aNUHgR3pQwhTBUa6ushvFaGXGnWITQwAE0yNVrq6yCsq2DvYTXNOkhkckRFR+Fyow6VF3KhlAhxtroF7nIRdAYGjCYYVVoRRrk34mRhOYLUUjS0GivZxXoVJiSHo+JKHbKOnkFagBLVTTrUtRjgoZLBPzwaKokI1UVnodXqUNmgRZi7HFdbdRBqAhHt74HcgmIcPX8JfioJPJQiyEQCVEOJKrEnDNoWRDEV7H0ZADQKMST+Udhb3ACXqyUor21AWoASSrEIjc3NcAsIg0DuAu3VK8g6WYAkHwUYAAqxAIerBRg7MAZ7L9aisdTYMhHoKoGbXITC2lYMHZgIHxc5jp4+i9zSK+x1HKSWIq/VFR4eHohStsJQW4GSulaEusmwo/AqfNxUkHiHINVfiePHjyPYTYZdhcZ7/iA/BS5J/VFvEGOYaz0qL19Bq56BVCSAQADUitwwf8wAxLsxuHDBcpC2TCbDgAEDAACnTp2CTmcZ8EZGRkKlUuHSpUuoqqqyWObh4YGgoCA0Njbi0KFDbD0XAIRCIVsPz8vLw5gxY+AQpoecO3eOmT9/PpOTk2Oz7Nlnn2W+/fZb9t+tra2MXq9nGIZhqqurmSeeeIIpLi5mtm7dyrz00ktMcXEx8+OPPzJLlizpdHrGjh3LwPg8nv0vKSmJWbRoEfPEE0/YLAPALFq0iFm0aBETFBRks2zGjBnMokWLmJtvvtlmWWRkJLNo0SLmhRde4Nzu48//g3l+8ZuMW/wIm2VRtzzApC3NYiLuWWSzTBkYzcx/7b/M84uXMAKR2GZ56rMfM2lLsxj/IZNtlqWPHMOkLc1iYha8a7NM4ubNpC3NYsb9cy0jcfO2WR6z4F0mbWkWEz32VptlXkOnMgte/Q+T8JevbJYJRBLm1jd/ZNKWZjE+/gE2yyPuWcSkLc1iRk6x3W7kgDjm+cVLmAV/fZkzDwe9vo5JW5rFhEVG2ywbP/U2Jm1pFhM+9+82y1Sh8Uza0iwmbWkW53ZvfXaJMf9T0m2W+U++z5iHD71ls0zh6cfMf+2/TNrSLEascrNZftPDLzLPL36TSRs+0maZ9whjemcteM5mmVCmZNKWZjHPL36Tcffxtz1f7n+DGf2vP5jAmx+yXZaQzKQtzWKSX1rBeaypb21innj1XcYlcqDNsuG33cM88toHTOjMv9gsCw4LZ55f/CaT+tYmzu0mv7SCSVuaxWiSx9gsC7z5ISZtaRYTdf8bNsvkvmHsbyOUKW2Wxy38lHl+8ZtMdPp42+2OmsGkLc1i7n5wgc0yscqN3a7MM9BmefRD/2LuXPId4z/5PptlHqmTmIde+5BJfPE7zmO9//WPmYde+5BRhcbbLAuf+3cmbWkWM3TaXNv0RsUxzy9+k5n90gec201Z/BvzzP/9i/GOG2KzLGj6o3bLiLSlWcz4f65hRCKRzfKEv3zFpC3NYryGTrVZ5jf+buaB1z5i4h5ZarPMRW2Wh26eNstNZYTf+LttlnkNncqkLc3iLSPSlmYxj736HqMM5LiW5zzIzH/tv0zQ9Edttxs3lElbmsXc8vf/cebhoNfXMaP+tZ5Rx9jmYciMp5m0pVlM4uynbZa1V0Ykvvgdk7Y0i/FInWSzzFRGRD/0L5tlMs9AJm1pFnP/6x9zlhGxTxjLD9/RM22WmcqI4U/a/jamMmL2G98wHt5+Nsuj7n/D+N2Jtr+5JnkM8/ziN5kFz7zIeaypb21i0pZmcZYRoTP/wqQtzeIsI1wiBzL3vv4p88xLr3Fud+yLnzLj/rmWGRCfZPvb3PRnJm1pFjPqT0/ZLPP09mGeX/wm88LiN3jLiPH/XMN4j7jNZpnv6JlM5lu/MrFP/NdmmUKpYua88Y3dMiJtaRZnGRGfPNBY9jz9Euexms4lvjLivtc/YSbebHsPVMcMYdKWZjGDXl/Hud0/vfgmk7Y0i7MekXLzXLtlxKR/rmbSlmYxApHEZnnm00uY5xcvYeIHD7NZ5jf+bmbcP9cysY/822aZqR4x+l9/MFI3L5vlMQveZR557QMmfeRYm2X2ygihSMykLc1iXlj8ht16xLhM2/M7akAsM2PJciZl8W+ceTjo9XXM46++x1lGTLp5eqfrEYkvfscMfXsrEzwww3bZ+FuZvy96jZk3b57NMo1Gw9Y7lUrb8/uBBx5gFi1axAwbZvvbDBkyhFm0aBEzf/58m2VSqZTdrre3t8P15h5rYbh06RIWL16M+fPn24xDePzxxzFu3DjOLkfffPMNDAYD7rvvPrz99tvsYOm6ujr85S9/wRtvvAFPT88Op8fZLQxfHKlCTkUTFGIBfnl8EiQSCSb/Zztc0YyaZj0Wjw3AGzsvIT48CHnNSugar6KluhR/HuSFL44YI0mhRIr/3TMKUR5yPPjZZly40gIXqRD1rQb8fZQ/fipV4VKzECGCKzhdVIl3MoMBAAs3FOHbeal4fm8TqmuvormqGD5KMSoajdGrQCSC0j8SH04NxX2fbQVjNu3tU+k++DhfCrlShdGeLVh9pMBiu2KlGp/cPRSPrT6LpvKLuDNeg4xgFyzcUAQBgNnjh+L3vBosTQMe+dWYx+9kBmPhhiLIPPwhVrpiyXAVnlxxhN3n0snBcHdTIywsDDUNzbjjwy24K1GDoYEuAIC6Fj3eylNAIBTh3XQRHv3lNKZGu+NEZRPUMiGenJiIx7bVYqiHAdP9W7B4+yWkB6kwLkyNv++sgtwnBAIA9cV5iPOS43RVM8aHu2LrhatYOHUIPjlWi4ej9Pj39nw2rY8M9sb35w3QqzzhyjQjwFCJkSGueH9/BeK85JDLpJifOQTPbSxC46V8TAxTYtP5q+z3n7s5FTcl+OPSpUv403dHMDtBg91F9Siu00KscoNM44t3J/jgoa+N83S/PMYf/5dVCoFAAGVgNFbfFY2Tp3Px5Jp8vDouAH+cq8OeonrIPP0xOMwHh84Ww9NQh+cz/PDP3WWI9pBj5uAgvHBQD4NOi0GSCmj1DA5eMp7Hjw/1wbJLbvh4ejju/nwn9C1NkIsEaL7WL+IvUxIRE+SHx1Yex1vpMry3vxzeSjHmJnmitbUVaWlpmPbdGTReMo5duCXGDWvyavFOZjD+dkwMoViClsuXoGuyHDAoVXtCovaEVNuAK+Vt181gfyWOVOqg8AsDADSWnMW/Jwdh4QZjv3E/lQQ1Kn+svTcJy3adwld7L7Dn0n8OlEPiokEx44bl0wPwwop9EAkE+PMgLzTrDPjbtjIoAyIBAE1lFyDUa/GvycHsthVegfjLuAgs2XAK/xyuZD8HALHCFW/dmYZ/bDyPNwYasHBDEeRiAULUUuRVt+Ctu8dCLhbimeV78I9BEize3/bOBZmHH8RKNZ4dKMfOExdwuqqZfRr97Jhw3Dw0Hjsu1GDxyt0AgNfGB+IfW0sQ5yVHgSQAq+YMwGurs1FxpRaPDfFht/vXfU2QuHpA13gVD0froZGLsDirFC+N9se/D14BPEOQ5KPAHJ8reHp9IZ4Z5ovLTTp8fewyFL6hEEpkaKkug66xDgCgkgjw2vggPL+nHq9PT8Hb2y9A3VSGc9UtUIiNrSJvTQ7F/52SAQDCtJdwsrzeogyRewVBJFeitbYSweIGLEjzxd+2FCHcXYbzzTLIPPxg0LYgTF+O01XN7G/3zIYifDF/ImQiIeZ9th0GbatFGfHajFQMi/TDgbxi/G21cYaem6Lc8Me5WiQGeeICPHHHAFcMElfgvwcroJYJMSzQBR8eqoQyIBLhHgrknj0PfYvxvL8zXoOVp65A6u4DiYs7Bmv02JGTjzcnBOGFLcV4JzMYz22rhItfKHQGBg3FbfeFkSEuOFzaAMYjxJiHl0uhb7qKf18rDy/UtOB/p/WQqj2hb25Ac1UJwtylKKgxHpNQLIHCLxwvjQ7Aiz/sRGawGOsvtiDVX4E/JXvhxcMMFEoV6i+X46+pCry2oxQPpXoh3luBv+yqg0zjiyE+Imw/fBpDApTstWwqIx5K9YZPcwn+trGATfOseA1+K5fjq9lJYOqrsen4BXx5tK1Lh1jhgg2Pj0Fraytyc3NxuqoZn2RXssuVAVEQCIVorizCnxNc8Olh47K/jfRHEdzwc4EB2voa/CVJBC+lmP3ec9ur8PJtQzAiSIWb3/kDWoPxGv5Lhh+e3ViEyUOTcEUrwIJoAxb+dgq1LQa4yYRYNDYQbx1uxlWZBnNjpPDRXsbrO41dIqfFuOHmOB/ExMQAACa+vY7tRvLquACU1Wvx+UUFUoI0yD5TgJFeBowPd8XL240teBIXd9w3KhbLDhWjubJtPNw7mcEQi8XIFfjjq6NVaCq7AIPOeJ1KhEBagApHmt0hkqvQWncZ2rrLmD/Ym82nL2cn4fHdLXh/ki8e+HInXhrtj1d3tHXjVAUZ09tcUYi3x3njrV1lCNdIsbe4ATIPP7ycOQDRihbsOHEeHxyowN9H+ePQpQZsLtZB7h0ExqBH46V8mHtljD/UgVF4eUc5mqtKoG9usLhu5o+JxXf5Bugar2KCZyPWna1llwklUoxIiceRskY0FudhWJAKe4vbpsRd/dg4qJRKHDlzAc+tPoUAVwkuXb2WH64aJEcGo6iyFi8mGlsdTOWlqR4RoZHB/WoREjwl+Ci7Eq+M8cd/D1aiXumH928dAGXLFfx04DxW59UAMJ4XVYyCLSOayi/i/oGe7Hk6LcYdWxt9sPquaJw9exafHyhGVaMOT6b7oqamBvCNwtuHG/D5RHeUlpbil9M12FF4FTEeMvx1QhS2XXHBujNVqC5qu5+3nd+R+PTWSNzzxS7oWxrZ+sDoEFc8PjEB92+shq6xDg9FGfDBgQr8NcMPDIClB2sg9wkBADQU52GgrwJXmnVsC7/CNxQ+bioMUtbh16OWYy/vHRGNezJicPXq1V7fwiBuf5Xu4e3tDaFQiIoKy2mprly5Aq1WC39/f5vvXLp0CYcOHcKiRYsAAHV1dVCpVADA/r+urq5TAUNcXBzi4uJQVlYGPz8/m+Xh4eG83+VKq/ky6y5X5oKCggAA65tO4Ly0Gm5yMUJCjCea3CsQXmoZtHUtmDBxGP5z8QA8fN2Ai1cgVrpCrHTFiJGJ+LGyrV+4v68P/L1U8I1KQkVpHTRKCZhGLSZMGIrffjkBNDfCOzAMhYwGmZmjAQCqkzuQmpqKryKaMOOLg1AFxcDPU4mGy41YckscXlxzmt220j/SIv133zYCn/13D7xdpIgdEIotlVKL7QKAv58PhJJCqIJikDwkCpkpAewy4+9Wg9GjR0N1rQt7ZuZobBjahNuvDUyNj0+AKqitwJqSOYodKO/WqocqKAYpQ2OQmWj83aoaWvHPc8bBiRkZGXA/DCSmhWK4XAyVRITkcA9g2278976xAID3L+5DXKIfpg0PxatndgIAxCIBVEExCAzToLDgCgakBGG/tvjamJtaDE5NheqcCJmZo6E6uQMZo5OxqvokGrV6yF3UCAsKxujBQfi85AiCwjSQiUXw8/EGUARlQCQSUkOwp7UQmZmj8YA0H6MSfeHv7QJ/f3+oshowcGg0zslKcaWirUIdGhoKVZDxehk7fiiW5re9pt7f39/43aMiTJg4HGcVBTjGGG9KSoUcErUnvD2DkZmZhi/LDiE6RIORw8OBg7sgFEsQmZQGhmFwSliGCE8lbpoUj0c9laisb4Hc21jhUUlFEF3rjxMeEYUgTyUkLu7IzByNH6uPIkSjQGbmAPYaEgjPsjfDtPRIbGvMR2bmaPzj2m8v8wyAjOe6ULi6oVWiYv8dEeeD3NNtZYUyMJrNewAI8HHB1Yp6+Pv7IyKGgapIwp5LK2uOQiwUoLioFlFRUQgc0ASpSIjMzAQAwGtn2gaeK/zCkejniszMQey25WIh3NzdIVV7WuzTxMfLE0JJCbsswlMJf7UcJReq4eXpAaVEBLlPCMaMiYGqxPbBQ3R0DG4dNRiNrXpM+dh43g5MTYa/vzu86yVsHk6cOBxL8vay52RQYAD8wusg9m5FZmYKuz1T/oqVrhgxaiAC3OR4O38f7rptND4t2YOrLTpIpVJMnjwZqhM7MGpsKkpqmrDysvE6FwmMwYzMw3g9ucnFyMwcgX+c3AFPTw/IVJUIDRuI0otX4KWSoqqhFePHj8D/nTKO3QmNTUKB5DJbhpiTunkjIiwGU29KwpK8XQgOckPJtZc0CSUyBEanoPDaGInMzNFQntwBP18fuMklUPiGsdth8zoiEgEBbhgod4fqsDHQSE2PwI7m8/AN1eDCxStwc9cgM2MQ3AZUQyEVQatj8HWZMbiQiCWQexvL4J/vH4KDRVfwR50xyP1izkAUXGlE9hURbpoyEq+e2cWev2KhADoDw/42ABCZ5I8Lsip2bIXM0x8qaRAyMzMAADmX6vB5yVFjHstVUAXFICzEHZWFNew2Hh0ZBm8vFygDIhGb4o2d+kqMHRGKzGGh+MfJHZCIhJC6++CmycPwzvl9SM9IxIhwD/Y3V7tpoAqKQXSiH04JyyzyXq1WY/ywKKhOtU0kMnh4DBaEaODrKgMQghqXIPxUdcrie6b7W2hoKNwvXsF35ca38P5472D2hXFy72CMHJ2E7yuMy8aOH4JtZ6uAgguQuLhj4sT0a/toO0c1Gg0CA73hGhKLFp0BgT4umJI5CC+f2gm1mxsa65oxbNhAuB8DdA2tCNQokJk5BO8X7MHVBh38AoIxNmog3r1wAG5yMeJTgzFmaDC7D2VgNPv3xInDUXClEV/9cAxSqRQyjS+iBwZi4tAQvHWubYIDDzc3iGTVFr+r6X526WARgCoo/NrqAjKREJHxPjieY8xrqdoTUrUnxoxJwXflxwAA6enpwO4diAwLgyqoHNNuGoF/n98DlVSEhmvlaYi7AoUIQWbmaHxeegjRQW44DmP57eXpgcQITzAeIfjy0lGMHT8ETacrsKvF2AVPIBRZpNd4vMNQVNMEoByP3zIcn+0rZI9FdXIHYmNicJuyBr/mAKlDU5DVdJ5dJhIAcrkMQCOUQTEYkBKA42ib5S4q0lgHkLh6QHVYB38fF9Sa3afkMilkKhdkZg4HAJvyUiqRIDwhBcOjvbCsPAezbx2N5VUH0FTbDD9fH0R5heOkwRtbGo2V5cBrZTtgLCNUQTEYNjIBP1UZH7YOHhaFrVvPsffArY25kNQ0IzNzIMrKylBuUACHjyE5ORnJycnIkZ5DtuESAkLcMXx4Mo7tLoCbqgEtQTGc5bu/nw9bRgRdK3ujUwKRmBgJbNwBsVKN0WMG4stLRzF+/BDoDAz+e7FtPJ4qKAaP3JqAjHAPDHt3J/u5UChEaFQsVFXKts8EQHB4BHsspuCXS3v1TntUKhVnPdeR75rrsUHPEokEMTExOHLkCAxmg8mys7MhFAoRGxtr852ff/4ZY8aMYccpqNVq1NUZn4LV1NQAAFxdXa9/4q8D08A8odXc/KaKsZD9v+X3RFYfSEWmn9CyoUhstp71d1bcl2azjuTadlxlbTGkddoAY2UKAL7702DcmRJgsxwAJEL+08r6eEyCNYq2day+bj6rFtf3TZ9tfGSYxefTEvwwPsbb5vgjvVTwcZVBIBBgzUPpACzzAgCUUsupe03jKdr2aZYmoQAQABKrdcz/7a6QsH8/Oy4S0d4utgdixTz7hXbmgxHxvN/BuunQ+hhM+frjvWkI9zQWYtZ5Zb6uvd/VmlTcsaLFer9Cs3/fmmhb0LWd99fSZ7VcbJZWBvbfgfHGLXEAgCR/Y1kil9ifttk6rV/NHcT+1gJwXzfWFBIRPFVmM8Jx5Lv1dkTtbxYiocDmXLYmFgos8sOUVwMD1fBSSXFTnK/Nd0ybNP2u5uec6dj5zh3Tb8WAsXkxY4i7Ahqza8OUPgXPb8B1rpvKLutFw8I8kBLgxn4+JtLT6nsCDA3RYPEU4xM8831a5yHfsfGXx9zfsU7/3alBds8X0/qmtPGlgw9XPppX5NvbmvnuQjRKi2X2jtW6rAHaKhsPDDM+IJOJhex5yJUO6zIYaPut2yMWtZVXf5sUDdm175n/rpMHeGNOaqBD2zM3eYCPzWcKiW26TNeKaZ8SkRB/zDfebzxUlue8xf3kWm6YPhIJBe2WKcZr2vi3+e8LAA+khyDW1wV/n2SsjMqt02q1bb5TTHwtD61/65kDA/DJ7BSur1ht13bDprwxf2eU9b3j0YwwZIS3jVXlOrfM8d0PTe4bGoyPZvKnV+zAfc503kpEApv6CtA2lg4AHrx2vnMRCgQ29+nerEffwzB16lQUFhbi448/Rk5ODtavX28TFJjk5eUhPz8fU6ZMYT9LTk7Gzp07cfz4cfzyyy8IDg7uVOtCb2A6SazPbdMPwnfRWl8MfBeP2Kxgtb5QwzyUNutwVTK40mD6jotMzAYP1qwrzubae3nZ13MH2a8ccyTK9IlGKbVZxvWd929Pwm1JxqjaVLhav+TuniHBFv8W2rlRmxZZ38xMN9Sf7x+C9DAN7/f5mP/W9uoJNgEWz3rmec+3Dt+NSQDLfHx9aiweHxlms97rN8ey65sCOOsKoUm4R1sFxPr8M//X7EG2gan1qWedPx5KCT6aaexCyDD23yAuufblL+4axP6b66WHK+83BtrW16BCIjKrtAo6VKkLdJNbbtOsh6j1dhx58Z9IwH0tmxPbBI5tf6eHuuPZcZGwZkoVW/GyKDuEFv83NzLCg/eGOHtQAGYk+9vsTywUQsZTtpjyxPw8lbCVDm6mdd++NcFqPwIEuStwc7wxQDLPB+u8FgsFCLj2WwHAn9ON5YN5Vo6N8oSbou2Bi3U+R3up4CKzbNQXCgV2r22RUIB70oLYILaD8QIkIiGWWh23OdNvw3cfMb8OrFexfJBjdV/i+P1M698/tC1gMHlsZDhezhxgsb7NwzS0/dbtEZldh6EaJfzdjOW8+bWhlottzrNoLxXakxbibvMZ10MGqVWQcn96MLxcZGz6LNJr57jaqwADxnPNtJ63yjJgeCQjjL3nA4BcbP+ByJQ4H9yWZPuQhu/BgLtCglCrYNKcn6sMnkopZ7lk/pnqWoBoCuBNXOVii3PB+mGRoy/8MBWtcokIGqXlPemlyW1P9tsrP82JRULO38f82rD323b0ena2Hg0YYmJisGDBAly+fBkfffQRtm/fjilTpmDWrFk2665atQpTpkxhux4BwLhx4xAfH48vvvgCVVVVePDBB7v17bnOYH2ytbUscFdabA6X72mA0Lww517HvPBNDXIDAHiaVbqtC+y/ToiyTDvPhu09BWrv1xKL7N9AuSq0XOeAeSXFkSe+1iQiIYaGuLMBhb1tCAQCix1atxJJxUKHCiHrJ2oCgQBjozwttgmAbRUxsVfJb9sW9z5D3BUW/7Z3c/J1lWHTAmOzs79azt78zE0a4M3+bQrg3pnB3UXvq7mD2L+t80fYToFrc8wcLXWDg90BGJ9s28t+88pv5gBvuMi5e2qaKhfmwaPpJmr6iGGYdgMG85aFXx8YarNNE9MxtjfKbP7wUPZvR1oYrH9j81jFfF9v35qAJH+1xboytoXBbHvCtn2bjAy3fAAEAJ/OHogpsW1PZ6cl+CGSo4JmL/2mfZiv4aHiflBgwvfAUGxVThnLXP79Tkvwxc4njN2NFmSEW6QHgEVAAVjm84sTo/H9PYPhrhBbrWM36RAKuQPQBRlh8HWV2Q2ETZID2n5DvtXvT+d/Csp+12pn5m+1Fgktn5TaVupsmV/DPq4yBFmVRdYYdKCFwSrPgt0V8FJxV1rNjYzgnnUxyV+NhWMjbD6/Kc54PptaclbdP4RdJrUqL8xbJmxaVDmSZcoPR+5fYmFba82QEHe8ODGKd12uPDTfQ6K/GuOjvQAAO66d70Dbb2p9ztp7wAcAS6bF48/pIXZbGEZFeuBvE41dygKtriMT5bU8tg7EO8M8LSPCNFCblfkdCRgkPK0/piT6uEgtem1Y0yilDl0rvUWPpzQlJQX/+Mc/8N///hdvvvkmpk+fDiFHif7iiy8iMzPT4jOJRIJ77rkH7777Ll544QXePll9gekUs64omDdDMu00VqUEqOEi5T4ZzU96vq2YFxx/GhKMg8+MRpR32w2c76n6tsdGXEur5XLTkyx7F1x716JQIHDoaX5P+O+dyUgP1eDgM6PtVqTbu4hEPDd9a9ZPAoUC4LlxUezfJtZNztYF1j1Dgm0qLyam3w4wnoPWQUp76XTnaS1gt9mB4MxU2VZJRRh0LWA1eWxkGHvT4yqQ7Z0j1oxTYPOvb94iZqp8cl17Yo7uE3ueGmWbNjtJW3JLnMXTPnbbXN1XHDzGKLNKt1AgsKkI2+zL6oabEc7dSjsm0pN9Im76xoxkP7x9awLn7ywWCuAqE2N6gi9nkBjv5wo3s/OH75qyGzCYfgOzVWK87T8V5qvQ2ASpdrKtrQuCbZDBx/z3m27VrW5sZNuDAOswxTxo46sb/Tk9xKKFzh5XmRivT7Xt8gu0/a7xvl3r2mudzvYqXRNjvHmX2fumvdZri/RY7f/tWxMwb3BQh1r/LCuRPN3hrm3PFEiHXOta++28VDYPTOeI6d8uMhHirPObI1mmslYkFNicP9bEZi1VUrGQ82Gj+brWkgLUeO1m23OEq5uebcun3aRBfO3+x7WeeSvQ5GsPEwQCAT6dnWLx1B8Asq4FL+21uDgSVJofw3u3J1lU6ts7nhcnRiP02u8sEQk5yw1TebHq/iGYPID/XF/+p8GYwdGa01v1ndCmn7K+ducODrz2efsF22dzBto0cZuYKg3eKilGR3JXCCzGOdiJkq2Z73NclBf7d0a4B357YChvwQJYVijvter2Y0pHu0/zYb8FxVctsxvV8xEJBbxjC2y6jpldOa/dHIuFYyPZwlUhEUIuEbL9WsVCgd1CbmKMF4I1CtvuCmbN6vYq4ua/U0a4BwYHu2N0BPdvzne+tO3T7mKHWVS3eR6Rm37DWxJ8sWiK5c3KXSGBD0/zPd9n5izGfwjsH5cjTf6ZsbZjYbj3axkcerfz9Lvte9Z/tP2uHWkgEwkF7T61tj7eVzKNN+YFGWGYPYi7T7fpF7w9OcBmLID5vmO8VXjJqmsJH/4n//zXtuk7lt2H2tmP1fJZA41d3GwCBge6NlifA452JbH+TZ6fwP8E2N727VUETZ4cFW5c1+zhE1e/e3Mjwj3YfOFy8JnRNp+Zd20RCgQYFGgM+sM8FNet5d/Rp7/W+xcKjON2OpKuaYl++JSnb36SvxpTYn0wLMyDM10DfGzvI6Z1tj2WYdES2x6hAPBqpxxxZJwDAOx6cqRFIAQALlIRvFVSZMb6sN2CuJjyriPXAJ8P7kgCwP97Dgx0Y4OkYLOWp98fHGo3jYDxAcLWR0fYfG6ePbbd68yX2T+e25P92fuoyOzeruToliaXiOyOiXCVi9t9wNOb9J2U9lPWF/nQEA0A4wltfnNYOMbYHOqpkiLMw37Tren7ER5KzBsSxPskSiwSYGS4B0RCAeeTG0cKoH9Oj2/b57V+vlKx0OZphamLgnn58Pi1G5vFPoWOVVonm3VtsL6JLrs7Fbck2A7cbM+To8IR6cmdV+aF4vqHhyHZX417r83Q4esqg6dKCl9XGQ4+MxovTR6AFydGs11yTE9Y+Cy5JR6pQe4AjAPUTIQC88Hx/Onme9rO17IU5aViJ2S21pHm2M4wdWkC7AdBFv2jeQaV2WMeo7x6UyyeH89dQVtxXxpvf3lz/5gU49BguEhPpcV1s+5hy4H4Qzn6P1u4lvCdT2RY5MHPZl0d7BE5UCmyXmpaf3CwO+L9uJ80J/i54vs/pdrdbqK/KxKtujDZT4dxv8NCNfjvnUns56Z8nj881KKLpPl3zK/59irRfPlh0yXJ6uc1dcuwFmTWeudIsGmeBtN4Hvvnvtnf7WyXKxb/05Bg3vFl3eX/bhpgUSkWCQVIClBj3uCg67pfgUDAGbxw8XGRck6Y4CihQMA+rbbO5i/uGohXb47FpAHeCHSTO/RUu7NlK999+MOpYRhs1jJrvpqrXMzZymxd1t2S4IuV9w/B1GvjeLY/bnyKr5SIOMe1xPq42HZp5El3kNX+zc9VU3er9oKNnU9kID1Uw/7bTy1HmKcS96S1nWcCge34I1eebqUm1vdMi0Hn1/7+c3qwTeD34sS2mbhW3JcGqajt3v7e7Yls125z1sf4+0ND7aatN6OAwcmsKzKm81YgEODzOQPZC3nutYI4zEOJZXfbv3F/NicFAoEAb06Lx9xU/gJcKBDgnRmJ2Pf0KM5BW515cmDabmas5ROtd2YkQikRtfs0sL0WBhPzwtd6dZlY2KFxC+bBEt/XzLfnqZJCIBDgz9cq99Y3f6VUZNOU62jFYkqcWSAkENg0a7eXNkfY7TJ2bVlXb/zme/B3k+OOFH/cluRn06WJL0Az52je8dEopRZdYcyFeSgtfr9ZAwPwyuQYm0qoedDHF4gNDnKDl4vM7u+hltvv0mVifT2azyJmj2nXacG2Ny4T88rNwWdGOxSgS0TCdmf2untwEOdDgPa4KSTsgxKgrdwZE+WJJ0Zbbs/UVcyU5pczY+BxbQAj3+/CdXw7n8iwO24GAN6aFg8uvzzQdsN3pIw0H3P0wLBQ3jR1t+v1hqX5w0Ntxra0d210hFAogI+LlLPy1REapRT/mMw/TaVDaXHgd/r1gaGQiYV2A5lBgW6dfpLMd44Fu0nx0awUfHatFcS8hWxCtBdW3JvW7rZfyRwAd4XEJm3JAWpseyyD51tGa63G0lm7Lcm/3eCuvXsXV73Ez1WOJ0bbjifhYxqQbX492M5OabbsWn4vyAhnZw80uT25bQpS073DtK2BgW6cLUHWP5+fq5ydHKSvoYDByeJ8LW/C5tOpRnmr4KeW2zR1tXeRpQR0raB9cWIU3poU3KGuEFyeGRNhUegvHBuBYaHcg8pMhA4GDOa6mk6ufujW7D7hb2f/HZk5x2Kwr0AAN4UEu58c2eFjFAjafzppb//eLo51pXGEh1KKFyZEs9P6mUsP07BPcUzN1Na48o4BoLbTvaqz50SQuwIJ/mqLMQyv3hR7rcm/c9vsTsn+anYwNxfTcf+PZ9rAg8+MtgmeOjMpgImfq8w4AF7VPYP39jw1kq3Ix3i74KY4X2x/3LZ7genknpbg1+7TXa6n+VwVEaFAgHHRXvh2nu0DGYZhOCvg9rLOtMx8zBHXLE9d9dmc9qe07CyuZD40PNRmgHJXg3pzX941ECvuG4InO1ApBIzlsL3Bvp3RXUf1yewUx1sYrFYzP1e4KuAp17qCWT9l7+jU1hZJcOD7XNPe2t+m5b8HB7nZXLtLrk1x3REeSim8VLYTcJjMHBjQbhcw82Cro+V8e+c+1+8+OdZ+F8Heqsde3EYsDQvVYOf5at5I13STSw5QY8tjljfMjgz47IzbkwNQVlbW5ZvALKv+0Lcl+aO+xfJNhcv/ZPnW7/b6m3NxpF+vo/ieyjkyroKLqdnSwDgaMJhv1/h/qVgIg9axZ3dc0+Hx6QX1Xywc0zalZnqoBp/NTsGDPx6zWIcvf90U/MVXdz5dNbX6iEVC+Kv5b0w9wfqacsS8wUGYncrfP72zxcm+p0cZu80JBHh4RJjN8o2PDMPJsqsWn8V4q3DvQC98fbTKZn2Ae8CiymxiB9O1zjXegO8wHD0+ocC4L67+53zMN50W7G7RgiaXiHi7BpmnybpixjUo3p6UADf8fqLcNm1Wx23efcJRAwPdHOpCYbonpYe6d/lhgzfH7Gsd8cxY22mBzQ0L1WDftZcHmkhEAmj1DNvN1MS87PFQShHh1bHf5v3b+V/i6ihTA7ipNTY1yA2Hi2tt1uvOINQRXd3fR7NsA117g+H5PJoR1uWWLcsxbx07LvOujFxB1PWur/UkamFwEtON3/rk5LoR2rxEiOP8u3doCIaZ9fXrDqa0bbB6IVp3irKe4UTQsZl2gK63MHR1H/YCK1OzpaPBF990oo7kSayPC8ZGcfe77gmO9i22x/S0zJz5ke9f2H5rUHtuS/Jrd+AcF7FQgNUPpiPWx4V9J4PJYyPD8TeOFhRn+9/MZNw7NBh+rtyzZgEdv95MjDOf8H9Xo5RiZIQnRpoNwPd2keHOeO6Boh3Btds0npYXR4+Pr6JgbOHjnuXF3KgIT/YdA4BxoOrOJ0e2u68kf1d29jK5WGhRaWovj/kkB6htZlP7/aF0TLIz+Hlagq/NO1NEQoHFufNnnulXTfek4WEeuPs6j2PgY5oW+K5OvIxtbmoQZg8MsAhOAcvAbmKMF742mwraEcPDuFvU+V5MyMVU4fzhWhcjvnEZPRUvmIL6jl6+rnIx7zt5usKRqaQFuH75Y35vf5YjWO3pQO56ohYGJ7MeaOfIRch1AxkT6Yn8qgbkVdbbLOvsvMWmgsqD54VondqmAxdPR5PryOqfOfAmSqBzhYoj33H0yR7fgMeOFs5pwe68M2t0trtSb+Bo4Wtvtb9PisGZinrEduBJsjmRUGDzoiJ/NX+FvD1+rp2b1YuLdctKR56W96Rtj41od8Yua6sfHAo/04sWOX7gEI2CswXI0XOd7xrrStcOPgJB25vFBQIBZ15kPZ6BJq2erVxGealsXjjF5793Jtt81l45Huvrio1mkxJwWZARxvl5R4MaX1cZXGTG49rNE1R11N8mRdtMz+yoBD9XjOMY5G7xssturPiFaBQ2Dz8OPjMaf/39FAKsyhJHy7yeqph6u0ix84mMDu8vVKNs9/y6njrT6uxIuW6eD1xdHfsTChiczLZLkmMXofXYB3uS/dUWs9M4qhvej2KjswFRV9fnenLNxUUmhk8Hm9QdKTiFAnR4oJOQ42bFNxDT2uhIT97pdE34yk970yt2hy/vGtihCrajp4P5k7frNeDTESqpyOYcUsvE+Ppu7qeTv5sNHnSRi9lBvB214r403pcedUWkl6rdaR07qqPBAmB58+Y7JbpSZHW2wrXivjTM/OpQh/dlerM4H6VUZNHFYfk9g+2s3TkKqahTrW0m84eHsu8e6IinRoe3vWW6mwKy25L821+pg65nbxL2fDPbhyPle6CbnPPFiD3Z80UuEUFnsF/ItjdTkbO9aTZegi/rBga62Qx8tubIw8D9C0dh2qf7O5K8Xql3/6I3AJsuSQ5e9N+0M1OSOYFA0O4Lt/i+ZzJnUCAGX5v683rr+BiG7jMy3IN9+66jHA2COjrQybzvo+lPvqke7Qn1UFr0K26vMv2X8VH4Pru4w/txVEem3gSMU1H++oDltKJcTdAdmRHlX9MTHJpOtTM8VVKsnT8MZWVl7GefzRnY7ptsAWBIsLvF7COfzUmxac3g09G+7476kONptbPxXXNdiRPtBQyfzEqxeUuziZ9rx/vcd3fd7snR4YjzdcGbW8516HtDgt2x/uHOdzl9yOwt4x1hfGGdc1i/lNFVJuYdwOu8VBq5cVS6UwLd8M4MN4vyBei5Lkkm9u5739w9qFe1bnKVCxPMuv51rdwA7kixH6xylS3d0YW3p1HA4GS2LxDp/FUvEQk61DeyI54dZ38gmaPs3ZQ/uCMJXipZu3lg3X2jOwtKgYD7nRRysRB89cvr1RRsMQC6C9t5k2fmid7eLUkhEUF8rQ93oFtbZXvroyPw9cEiFFQ38n63vZ/Eun/39SYVO9qVSmDRhbCrM571V50tJ13lYt5uA/Zes2HvKXpnrv/OTlnNRy2XwLMTrUACgaDfd6Noz/qHhzn8BumetpnjBWRd1V3v6LCXYxJhx6Y278sEAgFemBDd/or9AAUMTmb7Rkrg0ZFhndrW7IGBmJ7Qva8Zd7Tvv6Ps3SfTrQZtS0UCtOptY/+tVrNGXa+3iprTKKX4ZQ73E+zr1RRsvlm+Y9z2WPs3lM7kT5S3CpmxPvj5eCnSgt2cMjtQapAb5/E50tTd1S5JAwPdun2Kxuuls2OU+qP2cuKd2xJ5B0h29mlyZ67/niizCDfr3/l6jFHpzeL9XLHzCfvvWHBEXzqHr+egZ0c9PyEawe7d32W0J1HA4GTWNxuhQGAx00ZHSMXCbi/8HO3776iOFDK/PTAUXg5Msdcd5cDfJkV3ugm1O6dNk3RwZqTO9AV3xNAQDYaGaPDz8VK8NyOpQ+fV13MHIdiB7jftcfTpp1go6PY32/qr5bg9+fqO5eguI8I8rutMZr0R1yUnFgrb7Vpgb+74zlYoOnP996OZFkkfc6O2KjnyEMmRB3CdNaadMYV9AQUMTsTVh83ZUfD11pHjcyRY6Og2+Vi/mbojuvMn83KRYdeTIzHy/V3duFVbHXkA39EKUbyfa8cS00VT431tBnj39+vInEgo6PBMZq6yzg+u7g2snxJvWjAc6i4MshQLO/7CyCmxPhgc7N6p65/vO11pGLuBTvl+5cFhIfC3M+0x6TmmcW33pDlnauDejgKGXqa/9/tz9Og60mTq7Bzr7qZZmVjITrnoqBCNot1ZKzqrtz8NlYiE3Tr1b3eTiYSQi3vXE73BwW5YO7/vtkpYX3KmSR2eHh2B4E7M2rP36Y6/38O89dV6UH57uMqMGE95p94hQPq2yXbejdEX+HHMeNfdY3S6ytE7oynVT3TwLeM3CgoYepnedZl1P0cr1x1pMnVmX8rVD3ZsRiVHtTflorW5HXhZUkfew/DubYl97pxcMjUOYo43BjvLrqe6Z5757iQQCODgOOxeie+SH9+JN8V2B/NB+Z0V663A2A68qd2aE2cSJjcorl4SWx8d0eunVOXTHXWJlzNjetUMUd2pb/6q/VhfGkhEuvbCLmfpyIDgjAjuN5X2Zo52ZSN9V19uie2uF5WRrhnG8xZm0jW9MVhwdNBzdzSMTOvmiWd6k973y97g+u5tkJDucWc7c1oDQJC7HHG+PTtWoj/7eFbve9eCPR0pJzVKCYaEuF+vpHRYd01MkR6quW7vEunvJkR79YtBqOa8VTIsnjLA2cnotRx5UMb5wJaa7lgUMPQiE2O8e13fP9J7bO3mObl7azn4VwfmtL4tyf+6vNn1RpXaQy9l7C4daYn1UEp75cvnumqe1cBMunPc2KRiIW6O972u+1g4NgJqed+dLIF0DQUMvcgSnhdsmay6v2MD60j/0l1NvV4uUrgpxKhp0nXL9gjpaVQ5vvFInfi+kXuGBDtt371JX3uwYNLewzE3e0GQ4Maadc8eas/sQ+y9bZQQR/1zWjweGh5GlS7SZ1FDrK1YX1csHNM/Z3e5I8Uftyb2fN9wjVKCiTFeGBXRv7ovEUudmVntRkQtDITcYCS9aAYhQjqFHvnZ8HWVdWi2tL5ELRM7ZeYzd4UES26J7/H9ku7lyKDnWxKub3eu/oBqDqTHZcY6Z+pDQkj/QOFC3yISANJOVvjVMhEUVm/olomFNN6PdEh7g55fyaQB4+2hFgbS41672f5YDdIzeuugZ0LaQ3XFvmXzoyOgknbu5YVLJgYjyN+yO9K381KhlFL1hZCeRFccIYSQPoXeV9O3uMg6X9WQi4U23ZE0vfjN7qT3oYdj3YO6JBFyg6IqFyGEEEIcQQEDIYQQQm4IcomQXnh3g3H0Tc9cAtRyaJT07gmAuiQRQgjpg16fGuvsJJA+aNGUARBQ++oNx5E3PXN5+9YEGjN1DQUMhBBC+pzJA3ycnQTSB6losDTpADFFCyxqlyOEEEIIIYTwooCBEEIIIYQQwosCBtIv3Dsk2NlJIIQQQkgvRDMxdx0FDKRfeHxUuLOTQAghhJBeqLODnkkbChgIIYQQQgghvChgIOQGpZaLaX5pQgghhLSL5hcj5AY1f0QYDAZqpyWEEEKIfRQwEHKDEgsFoDfSEEIIIaQ91CWJEEIIIYQQwosCBkIIIYQQQggvChgIIYQQQgghvChgIIQQQgghhPDq1kHPq1atQn5+Pp5//nmbZdnZ2Vi3bh3Ky8vh7u6OcePGYcKECexyvV6PH374AYcOHYKrqytmzZqFxMREdnlrayteeuklzJs3D0lJSd2ZbEIIIYQQQgiPbmth2LRpEzZu3Mi57MiRI/j0008RGRmJBQsWYNCgQVixYgU2b97MrrNjxw4cOXIE9957L1JTU/Hpp5/i6tWr7PItW7bAx8eHggVCCCGEEEJ6UJdbGKqqqrBixQocP34cCoWCc51ffvkFycnJmDt3LgAgISEBOp0Oa9euxZgxYyCRSJCbm4vBgwdj4MCBSElJwfbt21FQUICkpCTU19dj48aNePLJJ7uaXEIIIYQQQkgHdLmF4aeffkJFRQUWLlyI4OBgm+VVVVUoLy9HamqqxeeDBw9GY2Mj8vPz2c+kUikAQCAQQCQSwWAwAADWrl2LuLg4hIeHdzW5hBBCCCGEkA7ocgvDrbfeioCAAAgE3C+AKisrAwD4+vpafO7j4wMAKC0tRWxsLCIiIrB3716MHz8eFy9eREtLC0JDQ1FVVYXdu3fjH//4R1eTSgghhBBCbiCMsxPQT3Q5YAgMDLS7vKmpCQBsuivJ5XIAQHNzMwBg3LhxOH/+PF588UUoFArMmzcP7u7u+OyzzzBs2DC4u7tj2bJlOHv2LEJDQzFnzhyoVKquJp8QQgghhBBih8MBg8FgAMNYxmkikajd71l/x5qpZUIqlWLBggVobW2FRCKBQCDAxYsXkZOTg1dffRWrV69GWVkZHn30UaxevRrfffcd5s+f72jybVRXV6O1tRUtLS1sKwhpQ/lii/KEG+ULN8oXbpQv3ChfuFG+cKN8scWXJy3NzWht1d2w+dXeueLn5+fQdhwOGNauXYs1a9ZYfPbxxx+3+z1Ty4KpJcHE9G/rlgfTOAbAOE3rxIkToVarkZ2djdtvvx1+fn6YNGkS/vnPf8JgMEAo7NwwDA8PDwDGLlOOZtaNhPLFFuUJN8oXbpQv3ChfuFG+cKN84Ub5YosvT+TyK5AatDdsfnXXueJwwDBq1KhOTWlqSmRFRQXCwsLYzysqKiyWWztx4gRKS0vx6KOPAgDq6urYLkhKpRIGgwH19fVQq9UdThMhhBBCCCHEMQ4HDO7u7nB3d+/wDry9veHt7Y3Dhw9j6NCh7OfZ2dlQKpWcMx8ZDAb88ssvmDp1KjvWQa1Wo66uDgBQW1sLoVBIYxgIIYQQQgi5zrr1Tc98brnlFnz55ZdYtmwZBg0ahDNnzmDbtm244447LLogmezfvx+tra0YNWoU+1lycjI2btwIFxcXbNy4EcnJyQ6NoSCEEEIIIYR0Xo8EDMOGDYNer8eGDRuwb98+eHh4YNasWRg/frzNulqtFr/99htmzpxpERBMnz4d33zzDT799FOEh4ezL4EjhBBCCCGEXD/dGjA8++yzvMsyMjKQkZHR7jYkEgnefPNNm89VKhUWLFjQpfQRQgghhBBCOqZHWhgIIYQQQgjpaUHuCrjKqbrbVZSDhBBCCCGkX1qQEebsJPQLnXuJASGEEEIIIeSGQAEDIYQQQgghhBcFDIQQQgghhBBeFDAQQgghhBBCeAkYhmGcnQhCCCGEEEJI70QtDIQQQgghhBBeFDAQQgghhBBCeFHAQAghhBBCCOFFAQMhhBBCCCGEFwUMhBBCCCGEEF4UMBBCCCGEEEJ4UcBACCGEEEII4UUBAyGEEEIIIYQXBQyEEEIIIYQQXhQwEEIIIYQQQnhRwEAIIYQQQgjhRQEDIYQQQgghhBcFDIQQQgghhBBeFDCQGxrDMM5OAiH9Al1LhHRda2srALqeSO9DAcMNggofbi0tLQAof6wZDAZnJ4H0Ia2trRAIBM5ORq/S1NSEZcuW4cqVK85OSq9iXbZQ2WvU3NyMn376CX/88QcMBgNdT6TXETs7Ad0pKysLtbW1cHNzQ0hICMLDw52dpF5h27ZtKC0thbe3N6Kioihfrvnmm29QVlaG559/3tlJ6VWysrJw4cIFKJVKhIaGIj093dlJ6hV27NiBK1euwMPDAxEREQgMDITBYIBQeGM/dykrK8Orr76K22+/HRMmTKA8AbB27Vps2LABbm5u7EMJAmzevBlnzpyBRqNBVFQUhg4dShVjAGvWrMHGjRvR2tqKYcOG3fDXj8mOHTtQU1MDDw8PREZGwt/fn8oXOK+u2y8ChqKiInz++efQarUIDw/H4cOHUVNTg5kzZ2Lw4MGQy+VgGOaGK5gqKyvxySef4OrVq/D398fhw4exZs0a3HfffUhMTIREIrkh8wUA9Ho9ysvLcf78eeTn5yMyMvKGL4iKiorw5ZdfoqWlBeHh4cjJycHWrVtRV1eHMWPGQCqVOjuJTlFSUoLPPvsMzc3N8PPzw+bNm6FWq7Fw4UJ4eXnd8OdNfX099Ho9Nm3ahNGjR9/Q5cqxY8fw448/wmAwsPcfpVLp7GQ5XXV1NT755BPU1dUhOjoaZ86cwe7du+Hj44OwsDBnJ89pjh49iuXLl0MgEGD69OnYu3cv/P39nZ0spyspKcHnn3+O5uZmeHl5IT8/H97e3nj88cdv6DLX2XXdfhEwbNq0CTKZDA899BB8fX0hEonw448/4ocffgDDMBg5cuQNe/MyGAx47LHH4Ofnh/r6eqxatQrffPMN5syZg/T09BsiX7guoLq6OlRUVAAAvvvuO7z88ss3ZAFkwjAMtm7dCg8PD9x5553w8vKCTqfDjz/+iM2bN2PgwIHw9vZ2djKdYseOHdBoNJg9ezY8PT2Rl5eHr776Cr///jvuv//+G/q8AYxdKRQKBWpqarBy5UrcddddN2TAUFlZif/9739ITk7GnDlz4O7ubnFu3Ih5YpKTk4Pm5mY88sgjbIW4uroavr6+N2S+1NXV4d1330VlZSXGjh2LcePGwdXVFVu3boVWqwVwY58vO3bsgEKhwPz58+Hl5YXTp0/ju+++w6+//ooHH3zwhi1znV3X7fO5XlZWhpycHERHRyMwMBBisRgCgQCzZs2CTCbDrl27cOHCBQD9u68k17EdPnwYXl5eCA4OhkQigUajwQMPPAAXFxds3boVFy9e5P1uf9Lc3AzAsu/stm3bIJPJMGPGDJSWlmL79u026/Rn1r95RUUFjh07hoiICPj5+UEsFkMul2PIkCGora1FeXk55/f6G+vjq6+vx7FjxxAQEABfX1+IxWJERUVBrVZbFMw3Wr6Yu3r1KqRSKSZNmoSsrCyUlZVBKBT2+2vJPE8YhoG3tzciIiIgEong4eEBoVAIvV6Pw4cPo6ioCFevXuX8bn/DdWwHDx6El5cXQkJCIJFIIBQKUVFRgbKyMjQ2NjohlT3PPF9qamoQERGB5557Drfffjs8PDzQ0tKCpqYmuLm5OTGVPc/6fKmrq0NOTg78/PzYe1FsbCzc3Nyg1WphMBjAMEy/voYA23zpDXXdPhcwmJq/TVpbW9HU1ASNRsN+ZjAY2ArO5cuXcfTo0X4/iMi6Utzc3AyBQACJRMLml16vZ0+w0tJSHDx4sF/ni8FgwI8//ohPPvkEANinEvX19Th58iSGDx+OIUOGICEhAb/99hu0Wu0N8+TCdL6Yzg2tVovGxka2FcF0Hpk/7QLQb88VE+t8aWhoQENDA/z8/Nh16urq0NDQAKVSibNnz0Kr1d4w+cIVBFRWViI2NhaDBg2Cu7s7fvjhBwA3zrliXoamp6cjJycHTU1NOHDgABYuXIjvv/8eb7zxBt58801kZ2f36zIX4L4XGQwGuLu7AwB27dqFhQsX4uuvv8arr76Kd999FwUFBf2+AmjKF4ZhEBwcjLlz5yI0NBQCgQAMw0AikUAqlaK2ttbJKe1Z1mWuXq+HVCpFU1OTxf1Hr9cjNDQUtbW1EAgE/foaArjv0c6u6/aZ2lFubi7efPNN/Oc//8E777yDY8eOQavVIiQkBAEBATh+/DgqKysBGCuGubm5GDZsGIKCgnDkyBGUlJQ4+QiuD65KMcMwkMvlcHd3R3FxMS5fvgwAEIlEAICkpCTExsbi2LFjbCtDf6TX63HhwgXk5ubi7Nmz7OcCgQC33HILpk6dCg8PD4wcORJ6vR4rV64E0L9bGazPF5FIBIZhEBQUhHHjxtn0gTQ9FTWvMPdHfPni6+uLp556CmlpaQCM3SjefPNNaLVa5OTkYOnSpXj//feRl5cHoP89OeYLuk3LAONMY42NjYiIiMDo0aORm5uLM2fOQCAQoL6+3inpvp7s5UlQUBC8vb3xySefYPfu3Zg+fToeffRRPPbYY3B1dcXKlStx8uRJZyX9urJ3L1KpVKiqqsLFixexc+dOTJs2DY899hjmzp2LxsZGfPvtt/32XmSdL6bKrvl5IxAI0NLSApFIxFaS+3uFmK/M1Wg0iI2NxdmzZ/Huu+9i/fr1WLRoESorK7Ft2zYsWrQIy5YtY+t7/Y29e3RQUBBycnKcVtft1QGD6eZ78OBBfP755wgICEBSUhJ0Oh2WLVvGVvBuueUW5OXl4f3338f333+PJUuW4Mcff8TgwYMxY8YMVFRUoKqqymKb/QVXpVin0wEAxo8fj7KyMuTl5bE3d1O0On36dFRWVvbbQAoAamtrUVFRAYlEgl9++YX9XKVSITExkT0XYmJiMHz4cGRlZaG8vJy90fVHXOeL6dyYPn06kpKSLJ7e5OTkIDAwEN7e3v06kLKXL1FRUZDL5ey6kydPxjPPPIOFCxdi4cKFOH/+PHbv3s226vUn9vLFVOGpqqqCr68vACA1NRXR0dH4+uuv8Z///AebNm1iK0D9BVeemMrVgIAAuLm54fTp04iIiMDYsWMRERGBxMRE3H///aivr8eZM2fYMro/sXcvysjIQG5uLn7++Wf4+PhgzJgxCA8PR0ZGBv785z+juLgYubm5/bKMsXcNmTAMA7VaDbVazT7g6495Yc7e+XLbbbdh3rx58PDwwPr16xETE4Pnn38ejz/+OO68807s3r0bu3btYt9Z0Z9w5YvpId7UqVNx5swZp9V1e3XAYLr5Hjx4EKGhoZgzZw5uueUWPP/88xg9ejSysrKwb98+pKam4v7770doaCguXLiAwMBAvPLKKwgPD4ePjw88PDyQm5trsc3+gqtSbJqlJCQkBElJSdi8ebNFK4Ner0dQUBDCwsJw6tQpAP0vkAKM4xRcXFwwcuRIlJaWIisrC4CxIJZIJOy5oFQqMWTIEHh4eGD58uUA+t95YsJ1vpieYCgUCgBtN6qysjKcOnUKycnJAPpvngD288Wcu7s7xo0bh4CAAHh4eGDAgAFIT0/H+fPn+2W/Wq58MQXUpkqywWBgzxlfX18IhUJcuXIFpaWlmDhxItuy2V/wnSt6vR4KhQIpKSlITk5GRkYGxGLjvCJarRZ+fn6Ij4/H+fPnIRaLb4hzRSKRAABCQkKQmJiIM2fOwMvLi51xTafTITIyEjExMcjNze2XD2vsXUMmAoEAWq0WwcHBKC4uRlNTU7/vHst3vhgMBshkMqSkpMDLywsqlQrTp09HYGAgQkNDMWrUKKSmpuLEiRNsd67+xN75MmjQIKfWdXv9GVlTU4NLly4hOjqaLWSEQiFGjx6NQYMG4ddff8Xly5cxdOhQPPjgg/jrX/+Ke+65h52JwbxZtL+dWAB/pdjUJzIzMxOXL19GVlYWGhoaALR1TVIoFNDpdOzYhr6otLQUeXl5qK6utvi8pqYGJ0+eREZGBsaNG4egoCBs3LiRLYhNFRzTOREeHo5Ro0YhNzcXJ06cANA/n/BYny87duwAAJubFwCcPn0aWq0WKSkp7OdVVVU4fvw4ey71F/auI3NCoZCtBJnOD4VCwbYu9NXriI+9fDGVI3V1dYiIiMDevXvx9NNPo7q6GuHh4WhoaIBYLO53A6DbO1fGjRuHP//5z+z0j0BbxVmhUKClpQU6ne6GOVcAwM3NDWlpaZBKpbh8+TLq6uoAgA2oVCoVGhsb++V4IEfLFolEAnd3dzQ3N7NPifsze+eLeQt3UFAQPDw8LL6rUqlQV1fXp+sufOw96ATA1nVfeOGFHq/r9qqAgavy5+7uDoPBwD4hNzVZubu7Y/LkyWhpaWFnuNHpdCgpKWH7EwNAfn4+WltbER4e3mdPrM5WigFjd4rMzExs2bIFe/bsYb9bUlKCsrIyxMbG9skngM3Nzfj888/x5ptv4uOPP8aiRYvwyy+/sG9VFQqFmDRpEjIzM+Ht7Y309HS0tLRg7dq1FtsxPaEQiUQYOHAgQkNDOfsm9yUdOV82bNhgE0SZ8uT48eMIDg5GWFgYGhsbsXXrVixatAibN2/uk8F3V4NLvV6PoqIilJaWAjCeH2VlZcjNzUVGRoZFt6W+pLP5otfr0dTUBJ1Oh88++ww//vgjbr75Zrz00ku4+eabodVq8fXXXwPoe9dSZ/JELBZbBAgFBQUWXT4vXbqE8+fPY/DgwWxFua/pTL4AxodU8fHxGDJkCI4ePYrs7Gz2uxUVFbh06RIGDRrEBlZ9TVfLFtP/09PTUVNTw5YxfbGcNdeVsgUwtkxdvHjR4m3pZWVluHDhAkaNGnVDlbkikYidIUqv16O4uLjH67q9otRqbm7Gd999h+PHj0MsFkOr1WLcuHEYO3YsNBoNEhMTcfDgQcycOZNtshIKhQgMDERGRgZ27NiBKVOmQKVSYd++fTh8+DCioqIwYMAAZGVlISQkBJGRkc4+zA5rL19MleKMjAwAxsLm119/xdq1a3HnnXey+XTLLbegqKgIGzZswMGDBxEeHo6zZ89CqVQiPj7eyUfZOWvXrkVxcTEeeeQRAMYLcNWqVaipqcGdd94JtVqNtLQ0tu/foEGDkJubiz179mDEiBEICAhg88d0cfn7+2PUqFGoqKjok7MCdfV8MWdq2UtKSkJ+fj6WLVuG6upq3HbbbZg4caIzDq/TuitfGIbBunXrcO7cOSQkJCAwMBD79++HwWBAamqqsw6v07qaLyKRCAqFAoGBgUhKSkJGRgY7y5bpQYWnp6czD7HDuutc0ev1+OOPP3D27FkkJCQgKCgIBw8ehEQiYVvs+pLuyBe1Wo3bb78dJSUlWLFiBfbv38/eiwQCAdv1sS/prvPFFFC7ubkhLi4OW7Zs6dNvwe5qvpjyIz09HUePHsUnn3yCmJgYeHh4YOfOnRCJRBg8eLAzD7FTuuN8EQgEEIlE2L9/P7Kzs3u0ritgekEIu2rVKpw4cQKzZs0C0Fb5S0tLw1133YVz587h008/xdixYzFjxgyLt/ydO3cOH3zwAaZMmYIpU6agsrISBw8exPHjx6HVahEZGYnZs2f3yafo9vLlzjvvhKurK1paWiCVSiEQCNDQ0IDly5fj1KlTeO655xAQEACtVguJRIKGhgbk5uZi3759aGpqQnBwMHvT70sMBgPq6uqwZMkSjBw5ElOnTmXPhTVr1mDnzp1IS0vDzJkz2e+YgoacnBz88MMPCAoKwoIFCyy2a1qnL79BsjvOF71eD5FIhLKyMixatIhtbRg+fDjuvvvuPvlktDvzpbCwENu2bUNpaSkYhkF4eDhmzpzZ564joHvyBTDeBCUSSZ/MA2vdfa5s3bqVPVciIiJu6HNFp9NBLBajtrYWhw8fxqlTp9Da2oqAgIA+eS8CuidfzO85BoMBmzZtwi+//IKXX36Zvcb6mu4qWwBj19i1a9eivr4eDMNgwIABN3SdznQdXb58Gfv37+/Ruq5T7/6myt+BAwcwcuRIDBgwAEKhEHFxcWhsbERWVhY2bNiAW2+9FYmJidi1axcyMjLg4+PDZlpAQAA8PT1RX18Pg8EAb29v3HzzzRg/frzFQM6+pL182blzJ9avX4+ZM2dCJpMBMFZ4VSoV0tPTceHCBfz2229YsGABOwBapVJh8ODBGDRoEHQ6HTsepC+orq5GXV0dNBoN3NzcIJPJ0NTUBH9/fwiFQjYomjhxIsrKynDgwAGkpaUhPDzcYk7ihIQEpKSkYM+ePcjJyUFSUhJ7czet0xeDhe48X0wDfUUiEdzd3REYGIjZs2fDx8fHyUfZcd2dLwaDASEhIbj33nvR2trKDnLta7ozXwD02W4B5q7XuXLfffehubmZ7kULFrADvd3c3Ninqlqttk/di0y6M19M9xyGYSAUCpGeno5hw4b1yRe4dXfZYjAYEBcXh9jYWDQ2NoJhGLi4uDjzEDvlelxHnp6ePV7X7fHaUXV1NQoKClBbWwuhUMhZ+QOAiRMnYsCAAdi5cydKS0sxYcIESCQSdhYb05NOuVyOmpoadnCdqcFELpf3qQK6I/kSHR2NAwcOsG/1Mx9QaKoUnzlzBjk5OTbLhUJhnymgW1tb8c033+Bf//oXPv74Y7z00kv49ddfUVZWBn9/f3Zwsqmbmlwux4gRI6BQKLBx40YAYLscmZ7ipKenw8vLC99//z0A9MmnFMD1PV8EAgFcXFzw9NNP44knnuhTwcL1zBfzxliJRELly7V8MX+RZl/SU+eKTCajc4XjXiQQCPrMvQi4/teQ6aGVu7t7nwoWeuI6EggEUCqVfSpY6KnrqCfruj0WMHSl8rdu3TpEREQgMzMTp0+fxqpVq1BeXo6Ghgbs2rULMpmsz079SJVibnV1dfjkk09QVFSEWbNmYebMmRg7dizWr1+PkpISuLq6oqioCAUFBRbfi4+PR3R0NIqLi5Gfn89+bnqKExoaitTUVAwePBh6vb7PDSrrifMFMM7m0pde1tbT11FfKWeofLFF5wo3Ole4Ub5wo+uIW38+X3qkS1JdXR2++eYb1NbWYtasWWAYBgUFBVi/fj28vLwsKn9hYWHs9+Lj49n5mQsLCzFu3DgwDIPVq1djx44d8PPzQ3FxMcaNG2fxvb6iK/kSHR2NvLw85Ofns4NcrCvFjY2N0Ov1FgN7+4qLFy/i/PnzePDBB9mB2QMHDkR+fj5ycnIwefJk/Pvf/8bx48cRGBgIiUTCdi8aOnQoDh06hKqqKosBQKaLLzMzs08W0HS+cKN84Ub5YovyhBvlCzfKF26UL9z6e770SAuDqfI3Y8YMDBo0CKmpqbjtttsQGRnJVv5KSkrYwRvm02oNHToU9fX17DRj48ePxxNPPIHbb78dCQkJePHFFy1G1fclXc2Xuro6m/maTU1VmZmZ7ECyvnTBmeTl5UEulyMoKMjicx8fH5w/fx4xMTHseATrF5UMGDAAUqkUNTU1ANqaNU3nSF8MFgA6X/hQvnCjfLFFecKN8oUb5Qs3yhdu/T1feqSW3Z2VPwCIjIzEmDFjMH36dJtt9iVUKebn5+cHqVSKpqYmi2NrbGyEWq0GAMycORM6nQ7bt29HRUUFe+xnz55Fc3Mz2w+0rxU6fOh84Ub5wo3yxRblCTfKF26UL9woX7j193zpkYChOyt//QlVivmlpaVh1qxZ8PLyYo+tvr4e+fn5iIiIAAB4eXlh+vTpKC8vx1dffYXjx48jNzcXWVlZ8PX1RWxsrDMPodvR+cKN8oUb5YstyhNulC/cKF+4Ub5w6+/50iNjGNLS0qDRaDgrf4MGDQLQVvnbuHEjvvrqK0yZMgVSqRS7du3ql5U/gPLFHplMxo5dML0joaioCPX19UhISGDXGz16NDQaDVauXInPP/8cIpEIGo0G9957L9zd3Z2U+uuDzhdulC/cKF9sUZ5wo3zhRvnCjfKFW3/Plx4JGKjyx43yxTGmC+/IkSNwcXFBUlISu0yv1yMhIQEDBgzAlStXUF9f3yff6u0IOl+4Ub5wo3yxRXnCjfKFG+ULN8oXbv09X3r8xW1U+eNG+WJfdXU1jh49isTERIhEImi1WhQXF2PNmjWIjo7GhAkT4OvrC19fX2cntUfQ+cKN8oUb5YstyhNulC/cKF+4Ub5w64/54pQ3PVPljxvlC79Lly6hrq4OycnJqK2txbp167B7924EBQVh2LBhkEgkzk5ij6PzhRvlCzfKF1uUJ9woX7hRvnCjfOHW3/LFKQEDVf64Ub7wKy4uhlAoxNmzZ/HTTz9BJBLhkUceQWJiorOT5jR0vnCjfOFG+WKL8oQb5Qs3yhdulC/c+lu+OCVgoMofN8oXfmKxGAaDAfv27cOUKVOQmZnp7CQ5HZ0v3ChfuFG+2KI84Ub5wo3yhRvlC7f+li9OCRio8seN8oWfj48Ppk2bhsmTJ/e5qPx6ofOFG+ULN8oXW5Qn3ChfuFG+cKN84dbf8kXAmCaL7UHHjx9HUVERVf6sUL7wM804QNrQ+cKN8oUb5YstyhNulC/cKF+4Ub5w62/54pSAgSp/3ChfSEfQ+cKN8oUb5YstyhNulC/cKF+4Ub5w62/54pSAgRBCCCGEENI3CJ2dAEIIIYQQQkjvRQEDIYQQQgghhBcFDIQQQgghhBBeFDAQQgghhBBCeFHAQAghhBBCCOFFAQMhhBBCCCGEFwUMhBBCCCGEEF4UMBBCCCGEEEJ4UcBACCGEEEII4UUBAyGEEEIIIYTX/wNqsGEsO6+WbQAAAABJRU5ErkJggg==",
            "text/plain": [
              "<Figure size 800x280 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 800x280 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 800x280 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 800x280 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 800x320 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 840.8x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "qs.extend_pandas()\n",
        "\n",
        "net_worth = pd.Series(env.unwrapped.history['total_profit'], index=df.index[start_index+1:end_index])\n",
        "returns = net_worth.pct_change().iloc[1:]\n",
        "\n",
        "qs.reports.full(returns)\n",
        "qs.reports.html(returns, output='SB3_a2c_quantstats.html')"
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "collapsed_sections": [],
      "name": "p3.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.9.6"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}
